# The Hidden Layer

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Oliwier Rogowski](https://cerebralvalley.ai/u/Oliwier_Rogowski)
- **GitHub:** https://github.com/OliwierRogowski/KernelPilot
- **Demo video:** https://youtu.be/NwAUZi0hByg
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/571

KernelPilot is a VS Code extension that helps developers explore and evaluate GPU optimization opportunities in C/C++ and CUDA code. It combines Clang-based source analysis with Meta’s Muse Spark 1.3 for code explanations and model-assisted optimization suggestions. Developers can review proposed CUDA candidates, compile and validate them against a reference, and compare CPU and GPU performance using workload-specific benchmarks. KernelPilot treats AI recommendations as hypotheses rather than verified outcomes: correctness checks and measured results provide the evidence for evaluating an optimization.

## More from Meta Global AI Developer Hackathon

- [Team ProtocolSmith](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/568)
- [Plan2Cost](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/569)
- [LOCAISH](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/570)
- [Software Fanatics](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/572)
- [תוכנה פלוס](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/573)
- [FlyPig AI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/574)

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